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Hybridization of Taguchi method and genetic algorithm to optimize a PVT in different Moroccan climatic zones

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  • Ben Seddik, Z.
  • Ben Taher, M.A.
  • Laknizi, A.
  • Ahachad, M.
  • Bahraoui, F.
  • Mahdaoui, M.

Abstract

Using a hybrid approach of Taguchi's method and genetic algorithm, an optimization study was carried out to improve the electrical and thermal efficiencies of a photovoltaic thermal water-based collector (PVT) under the weather conditions of the climate zones of Morocco. First, a mathematical model was developed and validated to predict both of the thermal and the electrical performance of the panel under different weather conditions. Then, The Taguchi method was used to reduce the optimization size where the parameters with the highest influence in the panel performance were identified. Bi-objective optimizations were carried out for the six climate zones using the genetic algorithm, where the electrical and the thermal efficiencies were the fitness functions. In order to assess the improvement in the PVT panel with optimized parameters performance, a PVT baseline design with un-optimized parameters was chosen, and a comparison study was conducted based on monthly, annually energy and environmental performance. The results showed that the PVT panel with the optimized parameters is capable of producing higher average monthly energy almost in the six climate zones, and the annual gain achieved varies from 15.5% to 19% depending on the climate zone. This allows higher CO2 emissions mitigations compared to un-optimized PVT.

Suggested Citation

  • Ben Seddik, Z. & Ben Taher, M.A. & Laknizi, A. & Ahachad, M. & Bahraoui, F. & Mahdaoui, M., 2022. "Hybridization of Taguchi method and genetic algorithm to optimize a PVT in different Moroccan climatic zones," Energy, Elsevier, vol. 250(C).
    • Handle: RePEc:eee:energy:v:250:y:2022:i:c:s0360544222007058
    DOI: 10.1016/j.energy.2022.123802
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    References listed on IDEAS

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    1. Kousksou, T. & Allouhi, A. & Belattar, M. & Jamil, A. & El Rhafiki, T. & Zeraouli, Y., 2015. "Morocco's strategy for energy security and low-carbon growth," Energy, Elsevier, vol. 84(C), pages 98-105.
    2. Hazami, Majdi & Riahi, Ali & Mehdaoui, Farah & Nouicer, Omeima & Farhat, Abdelhamid, 2016. "Energetic and exergetic performances analysis of a PV/T (photovoltaic thermal) solar system tested and simulated under to Tunisian (North Africa) climatic conditions," Energy, Elsevier, vol. 107(C), pages 78-94.
    3. Fabrizio Ascione & Nicola Bianco & Rosa Francesca De Masi & Gerardo Maria Mauro & Giuseppe Peter Vanoli, 2015. "Design of the Building Envelope: A Novel Multi-Objective Approach for the Optimization of Energy Performance and Thermal Comfort," Sustainability, MDPI, vol. 7(8), pages 1-28, August.
    4. Makki, Adham & Omer, Siddig & Sabir, Hisham, 2015. "Advancements in hybrid photovoltaic systems for enhanced solar cells performance," Renewable and Sustainable Energy Reviews, Elsevier, vol. 41(C), pages 658-684.
    5. Fu, Zaiguo & Li, Yongwei & Liang, Xiaotian & Lou, Shang & Qiu, Zhongzhu & Cheng, Zhiyuan & Zhu, Qunzhi, 2021. "Experimental investigation on the enhanced performance of a solar PVT system using micro-encapsulated PCMs," Energy, Elsevier, vol. 228(C).
    6. Khani, M.S. & Baneshi, M. & Eslami, M., 2019. "Bi-objective optimization of photovoltaic-thermal (PV/T) solar collectors according to various weather conditions using genetic algorithm: A numerical modeling," Energy, Elsevier, vol. 189(C).
    7. Jia, Yuting & Alva, Guruprasad & Fang, Guiyin, 2019. "Development and applications of photovoltaic–thermal systems: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 102(C), pages 249-265.
    8. Bouaichi, Abdellatif & Alami Merrouni, Ahmed & Hajjaj, Charaf & Messaoudi, Choukri & Ghennioui, Abdellatif & Benlarabi, Ahmed & Ikken, Badr & El Amrani, Aumeur & Zitouni, Houssin, 2019. "In-situ evaluation of the early PV module degradation of various technologies under harsh climatic conditions: The case of Morocco," Renewable Energy, Elsevier, vol. 143(C), pages 1500-1518.
    9. Obalanlege, Mustapha A. & Mahmoudi, Yasser & Douglas, Roy & Ebrahimnia-Bajestan, Ehsan & Davidson, John & Bailie, David, 2020. "Performance assessment of a hybrid photovoltaic-thermal and heat pump system for solar heating and electricity," Renewable Energy, Elsevier, vol. 148(C), pages 558-572.
    10. Brottier, Laetitia & Bennacer, Rachid, 2020. "Thermal performance analysis of 28 PVT solar domestic hot water installations in Western Europe," Renewable Energy, Elsevier, vol. 160(C), pages 196-210.
    11. El Mghouchi, Y. & Ajzoul, T. & El Bouardi, A., 2016. "Prediction of daily solar radiation intensity by day of the year in twenty-four cities of Morocco," Renewable and Sustainable Energy Reviews, Elsevier, vol. 53(C), pages 823-831.
    12. Herrando, María & Markides, Christos N. & Hellgardt, Klaus, 2014. "A UK-based assessment of hybrid PV and solar-thermal systems for domestic heating and power: System performance," Applied Energy, Elsevier, vol. 122(C), pages 288-309.
    13. Wang, Kai & Herrando, María & Pantaleo, Antonio M. & Markides, Christos N., 2019. "Technoeconomic assessments of hybrid photovoltaic-thermal vs. conventional solar-energy systems: Case studies in heat and power provision to sports centres," Applied Energy, Elsevier, vol. 254(C).
    14. Yazdanifard, Farideh & Ebrahimnia-Bajestan, Ehsan & Ameri, Mehran, 2016. "Investigating the performance of a water-based photovoltaic/thermal (PV/T) collector in laminar and turbulent flow regime," Renewable Energy, Elsevier, vol. 99(C), pages 295-306.
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    Cited by:

    1. Dong, Shiqian & Long, He & Guan, Jingxuan & Jiang, Lina & Zhuang, Chaoqun & Gao, Yafeng & Di, Yanqiang, 2024. "Performance investigation of a hybrid PV/T collector with a novel trapezoidal fluid channel," Energy, Elsevier, vol. 288(C).
    2. Afzal, Asif & Buradi, Abdulrajak & Jilte, Ravindra & Shaik, Saboor & Kaladgi, Abdul Razak & Arıcı, Muslum & Lee, Chew Tin & Nižetić, Sandro, 2023. "Optimizing the thermal performance of solar energy devices using meta-heuristic algorithms: A critical review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 173(C).
    3. Mortadi, M. & El Fadar, A. & Achkari Begdouri, O., 2024. "4E analysis of photovoltaic thermal collector-based tri-generation system with adsorption cooling: Annual simulation under Moroccan climate conditions," Renewable Energy, Elsevier, vol. 221(C).
    4. Ben Taher, M.A. & Pelay, U. & Russeil, S. & Bougeard, D., 2023. "A novel design to optimize the optical performances of parabolic trough collector using Taguchi, ANOVA and grey relational analysis methods," Renewable Energy, Elsevier, vol. 216(C).
    5. Song, Zhiying & Zhang, Yuzhe & Ji, Jie & Wang, Chuyao, 2024. "Analysis of night behavior and negative running for PVT system," Energy, Elsevier, vol. 301(C).
    6. Chdil, O. & Bikerouin, M. & Balli, M. & Mounkachi, O., 2023. "New horizons in magnetic refrigeration using artificial intelligence," Applied Energy, Elsevier, vol. 335(C).
    7. Zhao, Ning & Wang, Jiangjiang & Yang, Jinyu & Yuan, Fuchun, 2024. "Comprehensive evaluation and optimization strategy of solar-driven methanol steam reforming for hydrogen production," Renewable Energy, Elsevier, vol. 232(C).

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